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\u7684\u9884\u6d4b\u60c5\u51b5\uff0c\u5728 2020 \u5e74\u7684\u65f6\u5019\u673a\u5668\u5b66\u4e60\u5e94\u7528\u5e02\u573a\u6709\u5e0c\u671b\u8fbe\u5230 400 \u4ebf\u7f8e\u5143\u3002\u867d\u8bf4\u591a\u6570\u4eba\u5de5\u667a\u80fd\u4f01\u4e1a\u8fd8\u5904\u5728\u521d\u521b\u9636\u6bb5\uff0c\u4e0d\u8fc7\u5462\uff0c\u8fd8\u662f\u6709\u4e00\u4e9b\u516c\u53f8\u8d77\u5230\u5f15\u9886\u5e26\u52a8\u4f5c\u7528\u7684\uff0c\u50cf\u8c37\u6b4c\u3001IBM\u3001Facebook\uff0c\u8fd8\u6709\u767e\u5ea6\u3001\u963f\u91cc\u5df4\u5df4\u3001\u817e\u8baf\u8fd9\u4e9b\u56fd\u5185\u5916\u7684\u5de8\u5934\uff0c\u51ed\u501f\u81ea\u8eab\u5728\u6280\u672f\u65b9\u9762\u3001\u8d44\u91d1\u65b9\u9762\u4ee5\u53ca\u6570\u636e\u65b9\u9762\u6240\u62e5\u6709\u7684\u4f18\u52bf\uff0c\u5f62\u6210\u4e86\u673a\u5668\u5b66\u4e60\u9886\u57df\u91cc\u7684\u6838\u5fc3\u529b\u91cf\uff0c\u5728\u65e5\u6e10\u628a\u4ea7\u54c1\u7ebf\u5b8c\u5584\u8d77\u6765\uff0c\u4ece\u5e73\u53f0\u6784\u5efa\u7b49\u5404\u4e2a\u7ef4\u5ea6\uff0c\u4f7f\u52b2\u63a8\u52a8\u673a\u5668\u5b66\u4e60\u4ea7\u4e1a\u70ed\u70ed\u95f9\u95f9\u5730\u53d1\u5c55\u8d77\u6765\u3002<\/p>\n<p>\u667a\u80fd\u673a\u5668\u4eba\u7684\u5173\u952e\u6240\u5728\u662f\u4eba\u5de5\u667a\u80fd\uff0c\u4e91\u8ba1\u7b97\u4e00\u540c\u642d\u6863\uff0c\u5f00\u542f\u4e86\u670d\u52a1\u673a\u5668\u4eba\u7684\u5168\u65b0\u65f6\u4ee3\u3002<\/p>\n<p>\u4e3a\u4eba\u7c7b\u63d0\u4f9b\u670d\u52a1\u7684\u673a\u5668\u4eba\uff0c\u5176\u5b9a\u4f4d\u5728\u4e8e\u6b64\uff0c\u800c\u667a\u80fd\u5316\u4e43\u662f\u5b83\u6700\u4e3a\u7a81\u51fa\u7684\u7279\u6027\uff0c\u5bf9\uff0c\u673a\u5668\u5b66\u4e60\u4ee5\u53ca\u6df1\u5ea6\u5b66\u4e60\u90a3\u53ef\u662f\u4f1a\u6210\u4e3a\u6b64\u7c7b\u673a\u5668\u4eba\u62e5\u6709\u9ad8\u5ea6\u667a\u6167\u7684\u5168\u65b0\u6e90\u5934\u7684\uff0c\u4f9d\u9760\u8fd9\u4e2a\u80fd\u6709\u7740\u673a\u5668\u667a\u80fd\u4e0d\u65ad\u6500\u5347\u7684\u60c5\u51b5\uff0c\u4ea4\u4e92\u7cbe\u51c6\u5ea6\u4e5f\u4f1a\u9010\u6b65\u8fed\u4ee3\u63d0\u5347\uff0c\u5e76\u4e14\u4e0e\u6b64\u540c\u65f6\uff0c\u4e91\u8ba1\u7b97\u8fd8\u5305\u62ec\u5927\u6570\u636e\u4ee5\u53ca\u9ad8\u901f\u79fb\u52a8\u7f51\u7edc\u4f1a\u628a\u673a\u5668\u5b66\u4e60\u8ddf\u667a\u80fd\u673a\u5668\u4eba\u901a\u8fc7\u9694\u7a7a\u65b9\u5f0f\u8054\u7ed3\u5230\u4e00\u5757\u513f\uff0c\u4e00\u5757\u513f\u53bb\u642d\u5efa\u8d77\u4ee5\u201c\u4e91\u5e73\u53f0\u201d\u4f5c\u4e3a\u6838\u5fc3\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u751f\u6001\u5708\uff0c\u8fd9\u6837\u4e00\u6765\u667a\u80fd\u673a\u5668\u4eba\u5f88\u6709\u5e0c\u671b\u8fce\u6765\u4e00\u4e2a\u7206\u53d1\u7684\u9636\u6bb5\u3002\u5c3d\u7ba1\u56fd\u5185\u670d\u52a1\u673a\u5668\u4eba\u8be5\u4ea7\u4e1a\u5f00\u59cb\u7684\u65f6\u95f4\u6bd4\u8f83\u665a\uff0c\u7136\u800c\u5176\u5177\u5907\u7684\u53d1\u5c55\u7a7a\u95f4\u633a\u5927\uff0c\u6709\u51e0\u5341\u5bb6\u5df2\u4e0a\u5e02\u7684\u516c\u53f8\u5ba3\u79f0\u8981\u8fdb\u5165\u8fd9\u4e2a\u9886\u57df\uff0c\u5176\u4e2d\u90a3\u4e9b\u5e03\u5c40\u6bd4\u8f83\u79ef\u6781\u3001\u4e1a\u52a1\u65b9\u9762\u89c4\u6a21\u8f83\u4e3a\u53ef\u89c2\u7684\u5177\u6709\u4ee3\u8868\u6027\u7684\u4f01\u4e1a\u6db5\u76d6\u4e86\uff1a\u5de8\u661f\u79d1\u6280\u3001\u673a\u5668\u4eba\u3001\u5eb7\u529b\u7535\u68af\u3001\u535a\u5b9e\u80a1\u4efd\u3001\u7f8e\u7684\u96c6\u56e2\u7b49\u3002<\/p>\n<p>\u4e00\u3001\u4eba\u673a\u5927\u6218\u70fd\u706b\u4e0d\u65ad\uff0c\u4eba\u5de5\u667a\u80fd\u6377\u62a5\u9891\u4f20<\/p>\n<p>\u957f\u65f6\u671f\u4ee5\u6765\uff0c\u201c\u4eba\u673a\u5bf9\u6218\u201d\u59cb\u7ec8\u90fd\u88ab\u770b\u4f5c\u662f\u7528\u4ee5\u8861\u91cf\u4eba\u5de5\u667a\u80fd\u8fdb\u6b65\u7a0b\u5ea6\u7684\u5173\u952e\u9014\u5f84\u4e2d\u7684\u4e00\u4e2a\uff0c\u5728\u8fc7\u5f80\u768420\u5e74\u5f53\u4e2d\uff0c\u4f34\u968f\u4eba\u5de5\u667a\u80fd\u6301\u7eed\u5730\u53d1\u5c55\uff0c\u4f20\u7edf\u667a\u529b\u6e38\u620f\u9886\u57df\u6301\u7eed\u4e0d\u65ad\u5730\u6d8c\u73b0\u51fa\u65b0\u578b\u7684\u6311\u6218\u8005\uff0c\u6211\u4eec\u591a\u6b21\u76ee\u7779\u4e86\u4eba\u5de5\u667a\u80fd\u5df2\u7136\u5728\u4f17\u591a\u7684\u6e38\u620f\u3001\u7ade\u6280\u6bd4\u8d5b\u91cc\u8d85\u8d8a\u4e86\u4eba\u7c7b\uff0c\u50cf\u56fd\u9645\u8c61\u68cb\u3001\u4e2d\u56fd\u8c61\u68cb\u3001\u897f\u6d0b\u53cc\u9646\u68cb\u3001\u8df3\u68cb\u3001Jeopardy\u667a\u529b\u7ade\u8d5b\u3001Atari\u7535\u5b50\u6e38\u620f\u7b49\u3002\u4e8e\u8fc7\u53bb\u7684\u90a3\u4e00\u5e74\u5185\uff0c\u4eba\u5de5\u667a\u80fd\u518d\u5ea6\u4f9d\u6258\u4e8e\u201c\u4eba\u673a\u5927\u6218\u201d\u7ade\u6280\u573a\u4e0a\u5448\u73b0\u51fa\u7684\u826f\u597d\u8868\u73b0\uff0c\u8fdb\u800c\u5f15\u53d1\u4e86\u5168\u7403\u9488\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u6301\u7eed\u5173\u6ce8\u70b9\u3002<\/p>\n<p>1.1 \u8fde\u80dc 60 \u5c40\uff1a\u8c37\u6b4c AlphaGo \u6a2a\u626b\u4e2d\u65e5\u97e9\u68cb\u575b<\/p>\n<p>\u5728\u624d\u521a\u8fc7\u53bb\u7684\u4e8c\u96f6\u4e00\u516d\u5e74\u5f53\u4e2d\uff0c\u8c37\u6b4c\u65d7\u4e0b\u7684DeepMind\u516c\u53f8\u5f00\u5c55\u7814\u53d1\u7684\u4eba\u5de5\u667a\u80fdAlphaGo\u4e8e\u56f4\u68cb\u754c\u5f15\u53d1\u4e86\u6ce2\u52a8\u3002\u5728\u4e8c\u96f6\u4e00\u516d\u5e74\u4e00\u6708\u4e8c\u5341\u4e03\u65e5\uff0c\u8c37\u6b4cDeepMind\u4f9d\u636e\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\u539f\u7406\u5851\u9020\u7684lphaGo\u5728\u6ca1\u6709\u8ba9\u5b50\u7684\u60c5\u5f62\u4e0b\u6218\u80dc\u4e86\u6b27\u6d32\u804c\u4e1a\u4e8c\u6bb5\u9009\u624b\u6a0a\u9ebe\uff0c\u4eba\u5de5\u667a\u80fd\u9996\u6b21\u5728\u5b8c\u6574\u7684\u56f4\u68cb\u7ade\u6280\u91cc\u6253\u8d25\u4e86\u4e13\u4e1a\u9009\u624b\u3002<\/p>\n<p>\u674e\u4e16\u77f3\uff0c\u8fd9\u4f4d\u4e8e2003\u5e74\u8d62\u5f97\u7b2c16\u5c4a\u5bcc\u58eb\u901a\u676f\u51a0\u519b\u8fdb\u800c\u8715\u53d8\u4e3a\u4e5d\u6bb5\u68cb\u624b\u7684\u4eba\u7269\uff0c\u5728\u52a0\u5195\u5bcc\u58eb\u901a\u676f\u4e4b\u540e\u7684\u5341\u5e74\u5149\u9634\u91cc\uff0c\u603b\u5171\u65a9\u83b7\u4e8618\u4e2a\u4e16\u754c\u51a0\u519b\u7684\u4f73\u7ee9\uff0c\u4ed6\u51ed\u501f\u8fd9\u6837\u7684\u4f73\u7ee9\u6210\u4e3a\u4e86\u7ee7\u674e\u660c\u9550\u4e4b\u540e\u97e9\u56fd\u6781\u5177\u6807\u5fd7\u6027\u7684\u9876\u5c16\u68cb\u624b\u3002\u800c\u8c37\u6b4cAlphaGo\u56e0\u6210\u529f\u6218\u80dc\u4e86\u4ed6\uff0c\u4ece\u800c\u4e00\u6218\u6210\u540d\u3002\u674e\u4e16\u77f3\u5bf9\u5c40\u524d\uff0c\u8c37\u6b4c AlphaGo \u5df2\u96c6\u8bad\u534a\u5e74\uff0c\u8fd9\u534a\u5e74\u91cc\u8c37\u6b4c\u4e3a\u5b83\u8f93\u5165\u4eba\u7c7b\u56f4\u68cb\u5927\u5e08 3000 \u4e07\u6b65\u8d70\u6cd5\uff0c\u8fd8\u8ba9\u5b83\u81ea\u6211\u5bf9\u5f08 3000 \u4e07\u5c40\uff0c\u4ee5\u6b64\u79ef\u7d2f\u80dc\u8d1f\u7ecf\u9a8c\uff0c\u5b83\u8fb9\u9760\u81ea\u6211\u5bf9\u5f08\u8bad\u7ec3\u5f62\u6210\u5168\u5c40\u89c2\uff0c\u8fb9\u8bc4\u4f30\u5c40\u9762\u30022016 \u5e74 3 \u6708 9 \u65e5\u5230 15 \u65e5\uff0cAlphaGo \u6700\u7ec8\u4ee5 4\uff1a 1 \u603b\u6bd4\u5206\u6218\u80dc\u4e16\u754c\u56f4\u68cb\u51a0\u519b\u674e\u4e16\u77f3\uff0c\u8fd9\u5f97\u4ee5\u8868\u660e AlphaGo \u5728\u56f4\u68cb\u9886\u57df\u5df2\u8fbe\u8d85\u8d8a\u4e16\u754c\u9876\u5c16\u6c34\u5e73\u7684\u60c5\u5f62\u3002<\/p>\n<p>2016\u5e747\u670818\u65e5\uff0c\u4e16\u754c\u56f4\u68cb\u6392\u540d\u7f51\u7ad9Go Ratings\u516c\u5e03\u8c37\u6b4cAlphaGo\u7684\u603b\u79ef\u5206\u8d85\u8fc7\u4e86\u539f\u6392\u540d\u7b2c\u4e00\u7684\u67ef\u6d01\uff0c\u4eba\u5de5\u667a\u80fd\u9996\u6b21\u5728\u56f4\u68cb\u9886\u57df\u8363\u767b\u4e16\u754c\u699c\u9996\uff0c\u6210\u540d\u540e\u7684AlphaGo\u51ed\u501f60\u5c40\u8fde\u80dc\u4e2d\u65e5\u97e9\u9ad8\u624b\u518d\u5ea6\u5f15\u53d1\u5168\u7403\u5173\u6ce8\uff0c\u529b\u514b\u674e\u4e16\u77f3\u540e\uff0c\u8c37\u6b4cAlphaGo\u4e5f\u5e76\u6ca1\u6709\u505c\u4e0b\u5b83\u5f81\u6218\u7684\u6b65\u4f10\u30022016\u5e74\u672b\uff0c\u52302017\u5e74\u521d\u4e4b\u65f6\uff0c\u8c37\u6b4cAlphaGo\u5316\u4f5c\u68cb\u624bMaster\uff0c\u4e8e\u7f51\u7edc\u56f4\u68cb\u5e73\u53f0\u5f53\u4e2d\u5c55\u5f00\u5feb\u68cb\u5bf9\u51b3\uff0c\u591a\u6b21\u6253\u8d25\u4e86\u6570\u5341\u4f4d\u4e2d\u65e5\u97e9\u56f4\u68cb\u9ad8\u624b\uff0c\u8fd9\u4e9b\u9ad8\u624b\u6db5\u76d6\u8042\u536b\u5e73\u3001\u67ef\u6d01\u3001\u6734\u5ef7\u6853\u3001\u4e95\u5c71\u88d5\u592a\u7b49\uff0c\u62ff\u4e0b60\u5c40\u5168\u80dc\u7684\u6210\u7ee9\uff0c\u8c37\u6b4cAlphaGo\u4e43\u4eba\u5de5\u667a\u80fd\u7684\u6770\u4f5c\uff0c\u5728\u56f4\u68cb\u754c\u5df2\u7136\u8fbe\u5230\u767b\u5cf0\u9020\u6781\u7684\u7a0b\u5ea6\u3002<\/p>\n<p>1.2 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\u5fb7\u5dde\u6251\u514b\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u6311\u6218\u4eba\u7c7b\u7684\u65b0\u6218\u573a<\/p>\n<p>\u968f\u7740\u56f4\u68cb\u88ab\u653b\u9677\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u89e6\u89d2\u671d\u7740\u5fb7\u5dde\u6251\u514b\u5ef6\u4f38\u5f00\u6765\u30022017\u5e74\u521d\u65f6\uff0c\u52a0\u62ff\u5927\u4ee5\u53ca\u6377\u514b\u7684\u51e0\u4f4d\u79d1\u5b66\u5bb6\u5728\u4ecb\u7ecd\u65b0\u7b97\u6cd5DeepStack\u7684\u8bba\u6587\u300aDeepStack\uff1a\u65e0\u9650\u6ce8\u5fb7\u6251\u7684\u4e13\u4e1a\u7ea7\u4eba\u5de5\u667a\u80fd\u73a9\u5bb6\u300b\u91cc\uff0c\u9610\u8ff0\u4e86\u8fd9\u79cd\u5728\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8\u5fb7\u6251\u4e2d\u80fd\u591f\u51fb\u8d25\u4eba\u7c7b\u73a9\u5bb6\u7684\u7b97\u6cd5\uff0c\u8fd9\u4e3a\u4eba\u5de5\u667a\u80fd\u5f81\u6218\u5fb7\u6251\u7acb\u4e0b\u4e86\u91cc\u7a0b\u7891\u3002\u5728\u8bba\u6587\u8bb0\u8f7d\u7684\u4eba\u673a\u5bf9\u6218\u5f53\u4e2d\uff0cDeepStack\u5e73\u5747\u80dc\u7387\u8fbe\u5230\u4e86492mbb\/g\u3002\u7814\u7a76\u8005\u9080\u8bf7\u4e8633\u540d\u4e13\u4e1a\u6251\u514b\u9009\u624b\uff0c\u8fd9\u4e9b\u9009\u624b\u6765\u81ea17\u4e2a\u56fd\u5bb6\uff0c\u8ba9\u4ed6\u4eec\u6311\u6218DeepStack\uff0c\u8fdb\u884c\u4e8644852\u6b21\u8f83\u91cf\u3002DeepStack\u6210\u4e3a\u4e86\u9996\u4e2a\u5728\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8\u5fb7\u6251\u4e2d\u6218\u80dc\u4eba\u7c7b\u73a9\u5bb6\u7684\u4eba\u5de5\u667a\u80fd \uff0c\u5176\u5e73\u5747\u80dc\u7387\u8fbe\u5230\u4e86492mbb\/g\uff0c\u4e00\u822c\u4eba\u7c7b\u73a9\u5bb6\u523050mbb\/g\u5c31\u88ab\u8ba4\u4e3a\u62e5\u6709\u8f83\u5927\u4f18\u52bf\uff0c750mbb\/g\u5c31\u662f\u5bf9\u624b\u6bcf\u5c40\u90fd\u5f03\u724c\u7684\u8d62\u7387\u3002<\/p>\n<p>\u56f4\u68cb\u88ab\u653b\u9677\u540e\uff0c\u4e3a\u4f55\u662f\u5fb7\u5dde\u6251\u514b\u6765\u627f\u8f7d\u4eba\u7c7b\u5e94\u6218\u7684\u8d23\u4efb?<\/p>\n<p>\u5fb7\u5dde\u6251\u514b\u8fd9\u79cd\u201c\u4eba\u5fc3\u4e0d\u53ef\u6d4b\u201d\uff0c\u662f\u5178\u578b\u7684\u3001\u5c5e\u4e8e\u4e0d\u5b8c\u6574\u4fe1\u606f\u535a\u5f08\u7684\u6e38\u620f\uff0c\u5b83\u4e5f\u662f\u4eba\u5de5\u667a\u80fd\u9762\u4e34\u7684\u957f\u671f\u6311\u6218\uff0c\u56f4\u68cb\u5bf9\u5f08\u65f6\uff0c\u53cc\u65b9\u7684\u68cb\u5b50\u90fd\u5b8c\u5168\u663e\u73b0\u5728\u4e00\u65b9\u68cb\u76d8\u4e2d\uff0c\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u201c\u5b8c\u6574\u4fe1\u606f\u535a\u5f08\u201d\uff0c\u6240\u4ee5\u963f\u5c14\u6cd5\u72d7\u53d6\u5f97\u80dc\u5229\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u63ed\u5f00\u4e86\u56f4\u68cb\u6781\u4e3a\u7384\u5965\u7684\u795e\u79d8\u9762\u7eb1\uff0c\u8bc1\u5b9e\u4e86\u56f4\u68cb\u80cc\u540e\u5b58\u5728\u7684\u8ba1\u7b97\u672c\u8d28\uff0c\u7136\u800c\uff0c\u5fb7\u5dde\u6251\u514b\u662f\u201c\u4e0d\u5b8c\u6574\u4fe1\u606f\u535a\u5f08\u201d\uff0c\u5176\u4fe1\u606f\u5e76\u975e\u5b8c\u5168\u900f\u660e\uff0c\u73a9\u5bb6\u4ec5\u4ec5\u80fd\u770b\u5230\u81ea\u5df1\u624b\u4e2d\u7684\u724c\uff0c\u6ca1\u529e\u6cd5\u77e5\u9053\u5bf9\u624b\u7684\u724c\uff0c\u5e76\u4e14\u5728\u535a\u5f08\u8fc7\u7a0b\u4e2d\u8fd8\u5305\u542b\u6709\u6b3a\u9a97\u4e0e\u63a8\u6d4b\u3002\u7c97\u7565\u6765\u8bb2\uff0c\u8fd9\u662f\u4e00\u573a\u6709\u7740\u201c\u4eba\u5fc3\u96be\u4ee5\u63e3\u6d4b\u201d\u610f\u5473\u7684\u535a\u5f08\uff0c\u56e0\u4e3a\u5fb7\u5dde\u6251\u514b\u6db5\u76d6\u4e86\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e16\u754c\u60c5\u5f62\u7684\u6b3a\u9a97\u3001\u63a8\u6d4b\u7b49\u5e76\u975e\u5b8c\u7f8e\u7684\u4fe1\u606f\uff0c\u6240\u4ee5\u8fd9\u4e00\u7279\u6027\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u7b97\u6cd5\u4ee5\u53ca\u6570\u636e\u5904\u7406\u80fd\u529b\u7ed9\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002<\/p>\n<p>\u7a76\u7adf\u662f\u600e\u6837\u7684\u5965\u79d8\uff0c\u4f7f\u5f97 DeepStack \u80fd\u591f\u51fb\u8d25\u4e13\u4e1a\u7684\u5fb7\u6251\u9009\u624b\u5462\uff1f\u96be\u9053\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u53ef\u4ee5\u8bfb\u61c2\u4eba\u7684\u5185\u5fc3\u6240\u60f3\u4e86\u5417\uff1f<\/p>\n<p>\u5728\u5fb7\u6251\u5bf9\u6218\u91cc\uff0c\u4f60\u4e0d\u4f46\u5f97\u601d\u8003\u522b\u4eba\u5c06\u4f1a\u505a\u4e9b\u4ec0\u4e48\uff0c\u8fd8\u5f97\u601d\u8003\u81ea\u8eab\u8981\u505a\u4e9b\u4ec0\u4e48\uff0c\u751a\u81f3\u8fd8\u8981\u601d\u8003\u522b\u4eba\u4f1a\u89c9\u5f97\u4f60\u4f1a\u505a\u4e9b\u4ec0\u4e48\uff0c\u9760\u7740\u8fd9\u822c\u7684\u601d\u8003\u8fdb\u800c\u53bb\u63a8\u7406\u51fa\u81ea\u8eab\u7684\u63a5\u4e0b\u6765\u4e00\u6b65\uff0c\u800c\u8fd9\u4e9b\u5145\u6ee1\u5c14\u865e\u6211\u8bc8\u7684\u6218\u672f\u66f4\u50cf\u662f\u5175\u6cd5\u3002DeepStack\u7740\u91cd\u4e8e\u57f9\u517b\u4eba\u5de5\u667a\u80fd\u5fb7\u6251\u5bf9\u6218\u51fa\u724c\u65f6\u5019\u7684\u201c\u76f4\u89c9\u3001\u724c\u611f\u201d\u3002\u5728\u8fd9\u7bc7\u8bba\u6587\u5f53\u4e2d\uff0c\u6709\u4e00\u4e2a\u8bcd\u591a\u6b21\u51fa\u73b0\uff0c\u8fd9\u4e2a\u8bcd\u5c31\u662f\u201c\u76f4\u89c9\u201d\uff0c\u800c\u201c\u76f4\u89c9\u201d\u4e5f\u5c31\u662f\u6211\u4eec\u5e73\u5e38\u6240\u8bf4\u7684\u201c\u724c\u611f\u201d\u3002DeepStack \u901a\u8fc7\u7ed3\u5408\u5faa\u73af\u63a8\u7406\u6765\u5904\u7406\u4fe1\u606f\u4e0d\u5bf9\u79f0\u7684\u60c5\u51b5\uff0c\u501f\u52a9\u5206\u89e3\u628a\u8ba1\u7b97\u805a\u7126\u4e8e\u76f8\u5173\u51b3\u7b56\u4e0a\uff0c\u8fd8\u8fd0\u7528\u4e00\u79cd\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4ece\u5355\u4eba\u6e38\u620f\u91cc\u81ea\u52a8\u5b66\u4e60\uff0c\u4ece\u800c\u83b7\u53d6\u5bf9\u6251\u514b\u4efb\u610f\u72b6\u6001\u7684\u76f4\u89c9\u5f62\u5f0f\u3002\u5728\u8fd0\u7528\u6df1\u5ea6\u5b66\u4e60\u4ee5\u53ca\u53cd\u590d\u5f00\u5c55\u81ea\u6211\u535a\u5f08\u4ee5\u540e\uff0cDeepStack \u5b66\u4f1a\u4e86\u5728\u6bcf\u4e00\u4e2a\u5177\u4f53\u60c5\u5883\u51fa\u73b0\u4e4b\u9645\u8fdb\u884c\u63a8\u7406\u3002\u8fd9\u548c\u4eba\u7c7b\u73a9\u5bb6\u7684\u201c\u724c\u611f\u201d\u6781\u4e3a\u63a5\u8fd1\uff0c\u4e5f\u5c31\u662f\u5728\u5f53\u524d\u60c5\u5883\u4e2d\u5bf9\u4e2a\u4eba\u724c\u9762\u5927\u5c0f\u7684\u611f\u89c9\uff0c\u8fdb\u800c\u4f5c\u51fa\u76f8\u5e94\u7684\u51b3\u7b56\u3002<\/p>\n<p>\u5f53\u5bf9\u6218\u8d85\u51fa\u4e00\u5b9a\u624b\u724c\u6570\u4e4b\u9645\uff0c\u8fd0\u6c14\u6210\u5206\u4f1a\u88ab\u7a00\u91ca\u6389\uff0c\u4eba\u5de5\u667a\u80fd\u62e5\u6709\u81f3\u6781\u5f3a\u5927\u7684\u8bb0\u5fc6\u529b\u4f18\u52bf\u4f1a\u88ab\u7a81\u663e\u51fa\u6765\u3002\u5fb7\u5dde\u6251\u514b\u8ddf\u56f4\u68cb\u3001\u56fd\u9645\u8c61\u68cb\u7b49\u7eaf\u6280\u672f\u7c7b\u6e38\u620f\u4e0d\u4e00\u6837\uff0c\u5728\u77ed\u671f\u7684\u5bf9\u5c40\u91cc\u9762\u8fd0\u6c14\u56e0\u7d20\u76f8\u5f53\u91cd\u8981\u3002\u4eba\u662f\u5b8c\u5168\u4f9d\u9760\u8bb0\u5fc6\u6765\u8bb0\u5f55\u5bf9\u624b\u903b\u8f91\u601d\u7ef4\u987a\u5e8f\u7684\uff0c\u8fd8\u6709\u6253\u724c\u7684\u6a21\u5f0f\u5957\u8def\u4e5f\u9760\u8bb0\u5fc6\uff0c\u7136\u800c\u4eba\u5de5\u667a\u80fd\u4f1a\u76f4\u63a5\u5b58\u6863\uff0c\u4f1a\u628a\u4f60\u6bcf\u4e00\u624b\u724c\u7684\u724c\u4ee5\u53ca\u8fc7\u7a0b\u5168\u90e8\u8bb0\u5f55\u4e0b\u6765\uff0c\u5ba2\u89c2\u6765\u8bb2\u8fd9\u4e00\u70b9\u4eba\u7c7b\u662f\u6bd4\u8f83\u96be\u4ee5\u505a\u5230\u7684\u3002\u6240\u4ee5\u5728\u4e00\u4e2a\u6709\u7740\u6570\u91cf\u8f83\u591a\u624b\u724c\u6570\u7684\u5bf9\u5c40\u5f53\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u5c06\u6570\u636e\u5145\u5206\u6536\u96c6\u5e76\u5feb\u901f\u5206\u6790\u4ee5\u540e\uff0c\u4eba\u7c7b\u662f\u5b8c\u5168\u96be\u4ee5\u8ddf\u5b83\u6297\u8861\u7684\u3002<\/p>\n<p>\u4e0b\u4e00\u573a\u4eba\u673a\u5fb7\u6251\u5927\u6218\uff0c\u4f55\u65f6\u63ed\u6653\u6218\u679c?<\/p>\n<p>2017\u5e741\u670811\u65e5\uff0c\u6709\u4e00\u6b3e\u4eba\u5de5\u667a\u80fd\u201cLibratus\u201d\uff0c\u5b83\u662f\u7531\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u6240\u5f00\u53d1\u7684\u3002\u8fd9\u6b3e\u4eba\u5de5\u667a\u80fd\u8fd0\u7528\u4e86\u540c\u6837\u9002\u7528\u7684DeepStack\u7b97\u6cd5\uff0c\u5b83\u5f00\u59cb\u5728\u65e0\u9650\u5236\u5fb7\u5dde\u6251\u514b\u6bd4\u8d5b\u91cc\uff0c\u548c\u56db\u4e2a\u9876\u7ea7\u5fb7\u6251\u804c\u4e1a\u73a9\u5bb6\u5c55\u5f00\u6311\u6218\u3002\u8be5\u8d5b\u7a0b\u7684\u65f6\u957f\u662f\u6574\u657420\u5929\uff0c\u5728\u6b64\u671f\u95f4\uff0c\u603b\u5171\u5c06\u4f1a\u5bf9\u6218\u6570\u76ee\u8fbe\u523012\u4e07\u624b\u7684\u724c\u3002\u4e00\u65e6\u6700\u7ec8\u7684\u6218\u679c\u88ab\u63ed\u6653\uff0c\u90a3\u4e48\u4eba\u5de5\u667a\u80fd\u5f81\u6218\u201c\u4eba\u673a\u5bf9\u6218\u201d\u7684\u5386\u53f2\uff0c\u5c06\u4f1a\u518d\u589e\u6dfb\u6d53\u91cd\u9192\u76ee\u7684\u4e00\u7b14\u3002<\/p>\n<p>\u65e0\u8bba\u662f AlphaGo \u5728\u56f4\u68cb\u754c\u63a5\u8fde\u594f\u54cd\u80dc\u5229\u4e50\u7ae0\uff0c\u8fd8\u662f Libratus \u671d\u7740\u5fb7\u5dde\u6251\u514b\u9886\u57df\u7aed\u5c3d\u5168\u529b\u8fc8\u8fdb\uff0c\u83ab\u4e0d\u4e0a\u6f14\u7740\u8fd1\u5e74\u6765\u4eba\u5de5\u667a\u80fd\uff0c\u5c24\u5176\u662f\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u98de\u901f\u53d1\u5c55\u3002\u501f\u7531\u672c\u6587\uff0c\u6211\u4eec\u4f1a\u5bf9\u60a8\u6df1\u5ea6\u9610\u91ca\u201c\u673a\u5668\u5b66\u4e60\u201d\u6280\u672f\u7684\u8fc7\u53bb\u4e0e\u73b0\u5728\u3002\u90fd\u5145\u5206\u8bc1\u660e\u4e86\u8fd1\u5e74\u6765\u4eba\u5de5\u667a\u80fd\u5c24\u5176\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u8fc5\u731b\u53d1\u5c55\u6001\u52bf\u7740\u5b9e\u60ca\u4eba\u3002\u7ecf\u7531\u672c\u6587\uff0c\u6211\u4eec\u4f1a\u4e3a\u60a8\u6df1\u5ea6\u89e3\u6790\u4e00\u756a\u90a3\u201c\u673a\u5668\u5b66\u4e60\u201d\u6280\u672f\u4ece\u5f80\u6614\u76f4\u81f3\u5982\u4eca\u7684\u6765\u9f99\u53bb\u8109\u3002<\/p>\n<p>\u4e8c\u3001\u673a\u5668\u5b66\u4e60\uff1a \u4eba\u5de5\u667a\u80fd\u7684\u7480\u74a8\u660e\u73e0<\/p>\n<p>2.1 \u673a\u5668\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7684\u65b9\u6cd5\uff0c\u6df1\u5ea6\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u7684\u5206\u652f<\/p>\n<p>\u7b80\u5355\u6765\u8bb2\uff0c\u4eba\u5de5\u667a\u80fd\u7b80\u79f0\u4e3aAI\uff0c\u5176\u76ee\u6807\u5728\u4e8e\u8ba9\u673a\u5668\u62e5\u6709\u90e8\u5206\u4e43\u81f3\u5168\u90e8\u4eba\u7c7b\u7684\u667a\u80fd\uff0c\u901a\u4fd7\u4e9b\u8bf4\u4fbf\u662f\u5982\u6b64\u3002\u4eba\u5de5\u667a\u80fd\u5c5e\u4e8e\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u4e00\u9879\u5206\u652f\uff0c\u5b83\u662f\u4e13\u95e8\u7814\u7a76\u501f\u52a9\u8ba1\u7b97\u673a\u524d\u53bb\u6a21\u62df\u4eba\u7684\u67d0\u4e9b\u601d\u7ef4\u8fdb\u7a0b\u4ee5\u53ca\u667a\u80fd\u884c\u4e3a\u7684\u5b66\u79d1\uff0c\u8fd9\u4e9b\u884c\u4e3a\u6bd4\u5982\u5b66\u4e60\u3001\u63a8\u7406\u3001\u601d\u8003\u3001\u89c4\u5212\u7b49\u7b49\u3002\u7f8e\u56fd\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7684\u6e29\u65af\u987f\u6559\u6388\u6301\u6709\u8fd9\u6837\u7684\u89c2\u70b9\uff1a\u4eba\u5de5\u667a\u80fd\u5b9e\u9645\u4e0a\u5c31\u662f\u63a2\u7a76\u600e\u6837\u4f7f\u8ba1\u7b97\u673a\u80fd\u591f\u4ece\u4e8b\u552f\u6709\u8fc7\u53bb\u7684\u4eba\u65b9\u53ef\u5b8c\u6210\u7684\u667a\u80fd\u5de5\u4f5c\uff0c\u5373\u662f\u8fd9\u6837\u8ba4\u4e3a\u7684\u3002\u673a\u5668\u4eba\u3001\u8bed\u8a00\u8bc6\u522b\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u8ddf\u4e13\u5bb6\u7cfb\u7edf\u7b49\uff0c\u662f\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4fa7\u91cd\u5360\u636e\u7684\u4e3b\u8981\u9886\u533a\u3002\u673a\u5668\u5b66\u4e60\u65b9\u5f0f\uff0c\u662f\u4eba\u5de5\u667a\u80fd\u6240\u5c5e\u8303\u7574\u91cc\u7684\u4e00\u79cd\u5173\u952e\u529e\u6cd5\uff0c\u662f\u8fbe\u6210\u4eba\u5de5\u667a\u80fd\u76ee\u6807\u7684\u4e00\u6761\u53ef\u53d6\u8def\u5f84\u3002\u4eba\u5de5\u667a\u80fd\u4f9d\u636e\u667a\u80fd\u6240\u8868\u5f81\u7a0b\u5ea6\uff0c\u80fd\u591f\u533a\u5206\u6210\u54cd\u5e94\u5f0f\u673a\u5668\u3001\u6709\u9650\u8bb0\u5fc6\u673a\u5668\uff0c\u5fc3\u667a\u7406\u8bba\u673a\u5668\uff0c\u8fd8\u6709\u81ea\u6211\u610f\u8bc6\u673a\u5668\u8fd9\u56db\u79cd\u7c7b\u578b\u3002<\/p>\n<p>\u524d\u6587\u6240\u63d0\u53ca\u7684 AlphaGo \u80fd\u591f\u88ab\u5f52\u4e3a\u6709\u9650\u8bb0\u5fc6\u673a\u5668\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u673a\u5668\u80fd\u591f\u4f9d\u636e\u8fc7\u53bb\u5df2\u6709\u7684\u7ecf\u9a8c\u53bb\u51b3\u5b9a\u672a\u6765\u7684\u884c\u52a8\u6b65\u9aa4\u3002\u4e3a\u4e86\u8fbe\u6210\u673a\u5668\u667a\u80fd\u7684\u63d0\u9ad8\uff0c\u201c\u673a\u5668\u5b66\u4e60\u201d\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u529e\u6cd5\u3002\u6309\u7167\u82f1\u7279\u5c14\u673a\u5668\u5b66\u4e60\u4e3b\u7ba1\u5c3c\u8fea\u00b7\u67e5\u666e\u5c14( Nidhi Chappel)\u7684\u770b\u6cd5\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u5173\u952e\u5728\u4e8e\u600e\u6837\u7ed9\u673a\u5668\u8d4b\u4e88\u667a\u80fd\u3002\u800c\u673a\u5668\u5b66\u4e60\u4e43\u662f\u90e8\u7f72\u652f\u6301\u4eba\u5de5\u667a\u80fd\u7684\u8ba1\u7b97\u65b9\u5f0f\u3002\u7b80\u5355\u6765\u8bb2\uff0c\u673a\u5668\u5b66\u4e60\u662f\u4f7f\u673a\u5668\u8fbe\u6210\u667a\u80fd\u7684\u529e\u6cd5\uff0c\u662f\u673a\u5668\u5b66\u4e60\u9020\u5c31\u4e86\u4eba\u5de5\u667a\u80fd\u3002\u8fd1\u671f\u4eba\u5de5\u667a\u80fd\u91cc\u5934\uff0c\u673a\u5668\u5b66\u4e60\u5c5e\u4e8e\u53d1\u5c55\u901f\u5ea6\u6700\u5feb\u7684\u90a3\u90e8\u5206\uff0c\u6240\u4ee5\u5168\u7403\u6709\u7740\u6781\u5176\u6570\u91cf\u4f17\u591a\u7684\u4f01\u4e1a\uff0c\u90fd\u5728\u5168\u529b\u4ee5\u8d74\u5730\u5f00\u53d1\u8fd9\u9879\u6280\u672f\u3002<\/p>\n<p>\u673a\u5668\u501f\u52a9\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u6a21\u62df\u4eba\u8111\u5f00\u542f\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u8fdb\u884c\u5b66\u4e60\u3001\u5224\u65ad\u4ee5\u53ca\u51b3\u7b56\u7684\u884c\u4e3a\uff0c\u6b64\u4e43\u673a\u5668\u5b66\u4e60\u4e3b\u8981\u5206\u652f\u4e4b\u4e00\u3002\u4e3a\u8fbe\u6210\u673a\u5668\u5b66\u4e60\u76ee\u6807\uff0c\u6d45\u5c42\u5b66\u4e60\u65b9\u6cd5\u4e0e\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u5148\u540e\u88ab\u63d0\u51fa\u6765\u3002\u6df1\u5ea6\u5b66\u4e60\u6982\u5ff5\u6e90\u81ea\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\uff0c\u5176\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\uff0c\u4ee5\u6548\u4eff\u4eba\u8111\u5b66\u4e60\u65b9\u5f0f\u5904\u7406\u6570\u636e\u3002\u501f\u7531\u795e\u7ecf\u7f51\u7edc\u5206\u5c42\u5904\u7406\uff0c\u628a\u4f4e\u5c42\u7279\u5f81\u4e88\u4ee5\u7ec4\u5408\uff0c\u4ece\u800c\u751f\u6210\u66f4\u4e3a\u62bd\u8c61\u7684\u9ad8\u5c42\u8868\u793a\u5c5e\u6027\u7c7b\u522b\u6216\u8005\u7279\u5f81\uff0c\u4ee5\u6b64\u53d1\u89c9\u6570\u636e\u5206\u5e03\u5f0f\u7279\u5f81\u8868\u793a\u6709\u6807\u70b9\u7b26\u53f7\u3002<\/p>\n<p>AlphaGo\u6240\u91c7\u7528\u7684\u6280\u672f\u67b6\u6784\uff0c\u662f\u90a3\u79cd\u6a21\u4eff\u4eba\u7c7b\u5927\u8111\u795e\u7ecf\u7684\u6a21\u5f0f\uff0c\u501f\u52a9\u6df1\u5ea6\u5b66\u4e60\u81f4\u4f7f\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u5c42\u7ea7\u5927\u5e45\u589e\u52a0\uff0c\u8fdb\u800c\u63d0\u5347\u4e86\u8ba1\u7b97\u80fd\u529b\u3002AlphaGo\u53d6\u5f97\u80dc\u5229\uff0c\u4f7f\u5f97\u5982\u4eca\u5904\u4e8e\u9ad8\u901f\u53d1\u5c55\u6001\u52bf\u7684\u6df1\u5ea6\u5b66\u4e60\u6108\u53d1\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7126\u70b9\u3002\u603b\u4f53\u800c\u8a00\uff0c\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u4ee5\u53ca\u6df1\u5ea6\u5b66\u4e60\u5b58\u5728\u5c42\u5c42\u7ec6\u5206\u7684\u5173\u7cfb\uff0c\u5f53\u4e2d\u540e\u8005\u662f\u524d\u8005\u5f97\u4ee5\u5b9e\u73b0\u7684\u4e00\u79cd\u9014\u5f84\u3002<\/p>\n<p>2.2 \u4e03\u5341\u5e74\u53d8\u8fc1\uff1a\u673a\u5668\u5b66\u4e60\u7684\u524d\u4e16\u4eca\u751f<\/p>\n<p>\u5960\u5b9a\u57fa\u7840\uff1a 20 \u4e16\u7eaa 50 \u5e74\u4ee3\u521d\u5230 60 \u5e74\u4ee3\u4e2d\u53f6<\/p>\n<p>\u81f3\u6b64\u9636\u6bb5\uff0c\u4e00\u4f17\u7814\u7a76\u8005\u6240\u63d0\u5404\u7c7b\u7b97\u6cd5\u6a21\u578b\uff0c\u4e3a\u673a\u5668\u5b66\u4e60\u7b51\u7262\u7406\u8bba\u6839\u57fa\u30021949\u5e74\uff0cHebb\u4f9d\u795e\u7ecf\u5fc3\u7406\u5b66\u4e4b\u5b66\u4e60\u673a\u5236\uff0c\u63d0\u51faHebb\u5b66\u4e60\u89c4\u5219\u3002Hebb\u5b66\u4e60\u89c4\u5219\u4e43\u65e0\u76d1\u7763\u5b66\u4e60\u89c4\u5219\uff0c\u6b64\u5b66\u4e60\u4e4b\u6210\u679c\uff0c\u662f\u4ee4\u7f51\u7edc\u5f97\u4ee5\u8403\u53d6\u8bad\u7ec3\u96c6\u4e4b\u7edf\u8ba1\u7279\u6027\uff0c\u8fdb\u800c\u4f9d\u636e\u8f93\u5165\u4fe1\u606f\u4e4b\u76f8\u4f3c\u7a0b\u5ea6\uff0c\u5c06\u5176\u5212\u5206\u6210\u82e5\u5e72\u7c7b\u522b\u3002\u6b64\u60c5\u5f62\u4e0e\u4eba\u7c7b\u89c2\u5bdf\u53ca\u8ba4\u8bc6\u4e16\u754c\u4e4b\u8fdb\u7a0b\u9ad8\u5ea6\u5951\u5408\uff0c\u4eba\u7c7b\u89c2\u5bdf\u4e0e\u8ba4\u8bc6\u4e16\u754c\uff0c\u5728\u9887\u5927\u7a0b\u5ea6\u4e0a\u4fbf\u662f\u4f9d\u4e8b\u7269\u4e4b\u7edf\u8ba1\u7279\u5f81\u4e88\u4ee5\u5206\u7c7b\u3002\u4e4b\u540e\uff0cIBM\u7684\u79d1\u5b66\u5bb6\u4e9a\u745f\u00b7\u585e\u7f2a\u5c14\u5f00\u53d1\u51fa\u65b0\u7a0b\u5e8f\uff0c\u8be5\u7a0b\u5e8f\u662f\u8df3\u68cb\u7a0b\u5e8f\uff0c\u5b83\u80fd\u591f\u968f\u7740\u6e38\u620f\u7a0b\u5e8f\u8fd0\u884c\u65f6\u95f4\u7684\u589e\u52a0\uff0c\u8fdb\u800c\u63d0\u9ad8\u884c\u52a8\u7684\u51c6\u786e\u6027\uff0c\u8fd9\u4e00\u7a0b\u5e8f\u5f97\u4ee5\u8bde\u751f\u5e76\u6709\u4e86\u8fdb\u5c55\u3002<\/p>\n<p>\u7ecf\u7531\u6b64\u7a0b\u5e8f\uff0c\u585e\u7f2a\u5c14\u63a8\u7ffb\u4e86\u666e\u7f57\u7ef4\u767b\u65af\u6240\u63d0\u7684\u673a\u5668\u65e0\u6cd5\u8d85\u8d8a\u4eba\u7c7b\uff0c\u65e0\u6cd5\u5982\u4eba\u7c7b\u90a3\u822c\u5199\u4ee3\u7801\u4ee5\u53ca\u5b66\u4e60\u7684\u6a21\u5f0f\u3002\u4ed6\u521b\u7acb\u4e86\u201c\u673a\u5668\u5b66\u4e60\u201d\uff0c\u4e14\u628a\u5b83\u754c\u5b9a\u4e3a\u201c\u80fd\u591f\u6388\u4e88\u8ba1\u7b97\u673a\u80fd\u529b\u800c\u65e0\u9700\u8fdb\u884c\u663e\u5f0f\u7f16\u7a0b\u7684\u7814\u7a76\u8303\u7574\u201d\u3002\u53e6\u5916\uff0c\u4e8e\u7b97\u6cd5\u5c42\u9762\uff0c\u6700\u5c0f\u4e8c\u4e58\u6cd5\u4ee5\u53ca\u6700\u8fd1\u90bb\u7b97\u6cd5\u7684\u95ee\u4e16\u6781\u5927\u5730\u5f3a\u5316\u4e86\u673a\u5668\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\u3002<\/p>\n<p>\u505c\u6ede\u4e0d\u524d\uff1a 20 \u4e16\u7eaa 60 \u5e74\u4ee3\u4e2d\u53f6\u5230 70 \u5e74\u4ee3\u672b<\/p>\n<p>\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u7531\u4e8e\u5f53\u65f6\u5185\u5b58\u53ca\u5904\u7406\u901f\u5ea6\u6709\u9650\u53d7\u5230\u9650\u5236\uff0c\u673a\u5668\u5b66\u4e60\u53d1\u5c55\u6b65\u4f10\u51e0\u4e4e\u5904\u4e8e\u505c\u6ede\u72b6\u6001\u3002\u8fd9\u4e2a\u65f6\u671f\u5fb7\u4fe1\u7ade\u6280\uff0c\u6e29\u65af\u987f\uff08Winston\uff09\u7684\u7ed3\u6784\u5b66\u4e60\u7cfb\u7edf\uff0c\u4ee5\u53ca\u6d77\u65af\u00b7\u7f57\u601d\uff08Hayes Roth\uff09\u7b49\u7684\u57fa\u4e8e\u903b\u8f91\u7684\u5f52\u7eb3\u5b66\u4e60\u7cfb\u7edf\u53d6\u5f97\u8f83\u5927\u8fdb\u5c55 \uff0c\u4e0d\u8fc7\u53ea\u80fd\u5b66\u4e60\u5355\u4e00\u6982\u5ff5 \uff0c\u5e76\u4e14\u672a\u80fd\u6295\u5165\u5b9e\u9645\u5e94\u7528\u3002\u800c\u4e14\uff0c\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u673a\u7531\u4e8e\u7406\u8bba\u5b58\u5728\u7f3a\u9677 \uff0c\u672a\u80fd\u8fbe\u5230\u9884\u671f\u6548\u679c \uff0c\u7531\u6b64\u8f6c\u5165\u4f4e\u6f6e\u3002<\/p>\n<p>\u8d70\u5411\u590d\u5174\uff1a 20 \u4e16\u7eaa 70 \u5e74\u4ee3\u672b\u5230 80 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